Repeated questions compete with record reconciliation
Staff spend time checking the available incident record, location and customer context before they can prepare a useful response or follow-up.
How AI worker teams fit utilities: prepare location-relevant updates from approved records, organize follow-up and keep hazard, dispatch and restoration decisions with staff.

Decision boundaries
Acts within policy
4 example workflows start hereExpand autonomy only after reviewing results.Acts with approval
Thresholds and gates apply to anything with cost or risk attached.Stays human, permanently
4 industry requirements set the boundaries.
Give support staff the incident information they need to handle repeated status questions and organize follow-up. An AI workforce can prepare location-relevant updates from approved records, show when information is missing or old, and gather the context a staff member needs to take responsibility. Start with one routine status workflow and test the sources, handoffs and capacity it depends on. Your utility keeps responsibility for emergency arrangements, hazard assessment, dispatch and restoration.
Staff spend time checking the available incident record, location and customer context before they can prepare a useful response or follow-up.
Affected area, incident context and restoration estimate are common questions. The available record may contain an older estimate or no estimate, so source age and uncertainty need to be visible.
Hazard, priority-service and access details should be captured and prepared for the agreed staff path; a worker cannot assess current conditions or decide field priority.
Keep the source record, prepared message, staff acceptance, send attempt and delivery result distinct so the utility can review what happened.
Repeated questions and fragmented records consume the same staff time needed for accountable follow-up and operational decisions.
An available estimate needs its source and age beside it; when it is stale or missing, the workflow should prepare the gap for staff follow-up.
Capturing the report is useful only when the agreed staff team can accept and act on it within its capacity and existing arrangements.
Separating prepared, sent and delivered communications makes later review more dependable than reconstructing a conversation from scattered notes.
Committing field resources is an operational judgement made by qualified utility staff; a proposed route or saved report does not dispatch a crew.
Isolation, evacuation and make-safe decisions belong to qualified staff. The worker can prepare the report, but cannot assess conditions or provide emergency instructions.
When resources are scarce, deciding who is restored first is an accountable utility decision, with staff capacity and accepted operating arrangements in view.
Priority or hazard language is captured for the utility's agreed staff path. The workflow gives no emergency instructions and does not assess conditions or replace emergency arrangements.
Use the available, source-approved record with its timestamp and gaps. It may be stale or incomplete and does not establish current condition or confirmed restoration.
Priority-service context can be prepared for review, while staff retain assessment and prioritisation. Rehearse unavailable staff and provider or staff capacity before expanding the workflow.
Agree which source, prepared, accepted, sent and delivered records the utility needs, then verify access, retention and export before relying on them for review.
Handle location-based status questions during normal operations. Prepare priority or hazard contacts for the utility's agreed staff path and test source gaps, unavailable staff and capacity limits.
ExplorePrepare proposed updates when the approved incident record changes. Keep staff acceptance, send attempt and delivery result distinct, and review provider and staff capacity.
ExploreRun a scripted routine outage scenario with stale or missing information, pending human follow-up, unavailable staff and provider limits. Expand only where the responsible utility team accepts the boundary.
Explore